@inproceedings{guo-etal-2026-diffpde, title = "{D}iff{PDE}: Masked Diffusion Language Models as {PDE} Solver", author = "Guo, Wenxuan and Hong, Yuyang and Fan, Lubin and Fu, Zhaojin and Chen, Lin and Ding, Kun and Xiang, Shiming", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.57/", pages = "1169--1186", ISBN = "979-8-89176-462-0" }